Zara stared at her reflection in the bathroom mirror, the fluorescent lights harsh and unforgiving. Dark circles ringed her eyes, a testament to a sleepless night. "Zara's Zealous Zest for Life? LOL." The mocking title from the blog seemed to burn itself onto her eyelids.

She wanted to tear her hair out. She wanted to disappear. Everything she'd tried to build, her hard-won confidence, felt like a lie. The diary had been an escape, a place to confess her vulnerabilities, but now it was a weapon used against her.

She splashed cold water on her face, trying to wash away the feeling of dread, but it clung to her like a second skin.

Emotion: brooding

Cluster: Sadness / Despair
PC1 (Valence): -2.46 Negative
PC2 (Disposition): -0.60

Role in Research

This story is one of 1,000 stories generated for the emotion brooding. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 brooding stories, after denoising with neutral dialogue baselines, produces the brooding emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the brooding vector is projected through the unembedding matrix.

Promoted:
S0.749
😞0.329
그의0.299
un0.273
但他0.270
Suppressed:
de-0.917
la-0.603
a-0.369
l-0.335
her-0.330